{"id":"W34954618","doi":"10.4000/rechercheformation.127","title":"L’universitarisation de la formation des enseignants","year":2010,"lang":"fr","type":"article","venue":"Recherche & formation","topic":"Education, sociology, and vocational training","field":"Social Sciences","cited_by":9,"is_retracted":false,"has_abstract":true,"ca_institutions":"Anglo American (Canada)","funders":"","keywords":"Humanities; Political science; Philosophy","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.01216645,0.0001384203,0.0001214652,0.0001210349,0.0009055671,0.0001045587,0.0001947299,0.0009139001,0.0003445391],"category_scores_gemma":[0.002857309,0.0001640286,0.00008437995,0.0004781158,0.001108699,0.003148286,0.00001789959,0.0008373145,0.0002030834],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0009671515,"about_ca_system_score_gemma":0.0005229416,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0007543929,"about_ca_topic_score_gemma":0.0004533179,"domain_scores_codex":[0.9957582,0.003191038,0.0003023253,0.0001453148,0.0002352444,0.0003678749],"domain_scores_gemma":[0.9966195,0.002570763,0.0002493079,0.0001340413,0.0002987084,0.0001277288],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"qualitative","study_design_gemma":"qualitative","study_design_scores_codex":[0.000007092022,0.0001342099,0.001704931,0.0001264607,0.00002299556,3.14151e-7,0.5480214,0.00003392651,0.003184267,0.2387102,0.002883387,0.2051708],"study_design_scores_gemma":[0.0007719579,0.0001041185,0.03895294,0.0002295214,0.0001520042,0.00007304029,0.4218951,0.008637911,0.002519965,0.250849,0.2752348,0.0005796785],"study_design_candidate":"qualitative","study_design_consensus":"qualitative","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8741892,0.0004208669,0.02573214,0.006476718,0.001783539,0.0002528356,0.00001013645,0.00009950977,0.09103508],"genre_scores_gemma":[0.9487457,0.002769745,0.04143245,0.0001620984,0.001433578,0.00001978851,0.0001297558,0.00001461231,0.005292216],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.2723514,"threshold_uncertainty_score":0.7048835,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.6126749652594272,"score_gpt":0.4982747031191155,"score_spread":0.1144002621403117,"validation_status":"score_only:v0-immature-baseline","note":"Baseline scores from an immature model (maturity gate not passed). Scores rank; they never assert a category."}}